Following recent work in object pose estimation [1]}, [2]}, [3]}, we first apply a pre-trained instance segmentation module (Mask R-CNN [4]}) that has been fine-tuned on the pose estimation dataset to extract the objects' bounding box patches, masks, and category labels to separate the objects of interest from the entire image.
